Note that NCHW order for a row-major API like cuDNN corresponds to the exact same memory layout as WHCN order for a column-major language like Julia. Thus I’m not exactly sure what constitutes “real” in this context. Perhaps you could provide some more background on why you need to have NCHW order data in Julia, this may be a XY problem.